Cover Image

From Answers to Rationales: Self-Aligning Multimodal Reasoning with Answer-Oriented Chain-of-Thought

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tan, Wentao, Cao, Qiong, Zhan, Yibing, Xue, Chao, Ding, Changxing
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Beyond Human Data: Aligning Multimodal Large Language Models by Iterative Self-Evolution
by: Tan, Wentao, et al.
Published: (2024)

Preemptive Answer "Attacks" on Chain-of-Thought Reasoning
by: Xu, Rongwu, et al.
Published: (2024)

Rationale-Aware Answer Verification by Pairwise Self-Evaluation
by: Kawabata, Akira, et al.
Published: (2024)

xVerify: Efficient Answer Verifier for Reasoning Model Evaluations
by: Chen, Ding, et al.
Published: (2025)

Mitigating Spurious Correlations Between Question and Answer via Chain-of-Thought Correctness Perception Distillation
by: Xie, Hongyan, et al.
Published: (2025)

ChartMaster: Advancing Chart-to-Code Generation with Real-World Charts and Chart Similarity Reinforcement Learning
by: Tan, Wentao, et al.
Published: (2025)

Rethinking Dense Sequential Chains: Reasoning Language Models Can Extract Answers from Sparse, Order-Shuffling Chain-of-Thoughts
by: Chen, Yi-Chang, et al.
Published: (2026)

Efficient Reasoning via Thought-Training and Thought-Free Inference
by: Wu, Canhui, et al.
Published: (2025)

Deductive Beam Search: Decoding Deducible Rationale for Chain-of-Thought Reasoning
by: Zhu, Tinghui, et al.
Published: (2024)

How Long Reasoning Chains Influence LLMs' Judgment of Answer Factuality
by: Tu, Minzhu, et al.
Published: (2026)

Fast Chain-of-Thought: A Glance of Future from Parallel Decoding Leads to Answers Faster
by: Zhang, Hongxuan, et al.
Published: (2023)

Sandwich Reasoning: An Answer-Reasoning-Answer Approach for Low-Latency Query Correction
by: Zhang, Chen, et al.
Published: (2026)

Varying Shades of Wrong: Aligning LLMs with Wrong Answers Only
by: Yao, Jihan, et al.
Published: (2024)

Towards Rationale-Answer Alignment of LVLMs via Self-Rationale Calibration
by: Wu, Yuanchen, et al.
Published: (2025)

Finding Answers in Thought Matters: Revisiting Evaluation on Large Language Models with Reasoning
by: Jo, Hwiyeol, et al.
Published: (2025)

Knowing When Not to Answer: Evaluating Abstention in Multimodal Reasoning Systems
by: Madhusudhan, Nishanth, et al.
Published: (2026)

Crystal-KV: Efficient KV Cache Management for Chain-of-Thought LLMs via Answer-First Principle
by: Wang, Zihan, et al.
Published: (2026)

Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains
by: Chu, Xu, et al.
Published: (2025)

Think in Parallel, Answer as One: Logit Averaging for Open-Ended Reasoning
by: Wang, Haonan, et al.
Published: (2025)

When Safety Fails Before the Answer: Benchmarking Harmful Behavior Detection in Reasoning Chains
by: Kakkar, Ishita, et al.
Published: (2026)

Prioritizing the Best: Incentivizing Reliable Multimodal Reasoning by Rewarding Beyond Answer Correctness
by: Jia, Mengzhao, et al.
Published: (2026)

Evaluating and Calibrating LLM Confidence on Questions with Multiple Correct Answers
by: Wang, Yuhan, et al.
Published: (2026)

Towards Self-Contained Answers: Entity-Based Answer Rewriting in Conversational Search
by: Sekulić, Ivan, et al.
Published: (2024)

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification
by: Sun, Linzhuang, et al.
Published: (2025)

Context Over Compute Human-in-the-Loop Outperforms Iterative Chain-of-Thought Prompting in Interview Answer Quality
by: Zhu, Kewen, et al.
Published: (2026)

Answer Convergence as a Signal for Early Stopping in Reasoning
by: Liu, Xin, et al.
Published: (2025)

On the Robustness of Answer Formats in Medical Reasoning Models
by: Taveekitworachai, Pittawat, et al.
Published: (2025)

Leveraging Reasoning Model Answers to Enhance Non-Reasoning Model Capability
by: Wang, Haotian, et al.
Published: (2025)

Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers
by: Zhang, Tianhua, et al.
Published: (2024)

Automatic Feedback Generation for Short Answer Questions using Answer Diagnostic Graphs
by: Furuhashi, Momoka, et al.
Published: (2025)

Beg to Differ: Understanding Reasoning-Answer Misalignment Across Languages
by: Ovalle, Anaelia, et al.
Published: (2025)

Refining Answer Distributions for Improved Large Language Model Reasoning
by: Pal, Soumyasundar, et al.
Published: (2024)

DARL: Encouraging Diverse Answers for General Reasoning without Verifiers
by: Huang, Chongxuan, et al.
Published: (2026)

Correct Chains, Wrong Answers: Dissociating Reasoning from Output in LLM Logic
by: Rao, Abinav, et al.
Published: (2026)

Joint Evaluation of Answer and Reasoning Consistency for Hallucination Detection in Large Reasoning Models
by: Wang, Changyue, et al.
Published: (2025)

Latent Self-Consistency for Reliable Majority-Set Selection in Short- and Long-Answer Reasoning
by: Oh, Jungsuk, et al.
Published: (2025)

Multimodal Chain-of-Thought Reasoning in Language Models
by: Zhang, Zhuosheng, et al.
Published: (2023)

Knowing When Not to Answer: Abstention-Aware Scientific Reasoning
by: Abdaljalil, Samir, et al.
Published: (2026)

Aggregation of Reasoning: A Hierarchical Framework for Enhancing Answer Selection in Large Language Models
by: Yin, Zhangyue, et al.
Published: (2024)

From Prediction to Justification: Aligning Sentiment Reasoning with Human Rationale via Reinforcement Learning
by: Zhang, Shihao, et al.
Published: (2026)